{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "2oRMHMQPHTiB"
   },
   "source": [
    "# 说明：\n",
    "尝试复现论文《Automatic recognition system of pointer meters based on lightweight CNN  and WSNs with on-sensor image processing》的前处理部分（即完成到Pointer rod extraction步骤）\n",
    "https://doi.org/10.1016/j.measurement.2021.109819"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_Vw9N5j7JmL1"
   },
   "source": [
    "# 关键设置："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "cx2tifTtJsHP"
   },
   "outputs": [],
   "source": [
    "#@title 关键参数\n",
    "pointer_num = 8 #@param [\"3\", \"8\"] {type:\"raw\"}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "yiQZ9nvhJtJB"
   },
   "source": [
    "# 准备工作："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "QVC-nXweMZt4"
   },
   "outputs": [],
   "source": [
    "import cv2 as cv\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import sys\n",
    "import os\n",
    "\n",
    "import torch\n",
    "import torchvision\n",
    "from PIL import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "hFJ2vrhOJDUQ",
    "outputId": "d0fdf400-e7a5-431b-e496-bbc1600f7dbd"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: gdown in d:\\python\\lib\\site-packages (4.5.4)\n",
      "Requirement already satisfied: tqdm in d:\\python\\lib\\site-packages (from gdown) (4.64.1)\n",
      "Requirement already satisfied: six in d:\\python\\lib\\site-packages (from gdown) (1.16.0)\n",
      "Requirement already satisfied: filelock in d:\\python\\lib\\site-packages (from gdown) (3.8.0)\n",
      "Requirement already satisfied: requests[socks] in d:\\python\\lib\\site-packages (from gdown) (2.28.1)\n",
      "Requirement already satisfied: beautifulsoup4 in d:\\python\\lib\\site-packages (from gdown) (4.11.1)\n",
      "Requirement already satisfied: soupsieve>1.2 in d:\\python\\lib\\site-packages (from beautifulsoup4->gdown) (2.3.2.post1)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in d:\\python\\lib\\site-packages (from requests[socks]->gdown) (2022.9.24)\n",
      "Requirement already satisfied: charset-normalizer<3,>=2 in d:\\python\\lib\\site-packages (from requests[socks]->gdown) (2.1.1)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in d:\\python\\lib\\site-packages (from requests[socks]->gdown) (1.26.12)\n",
      "Requirement already satisfied: idna<4,>=2.5 in d:\\python\\lib\\site-packages (from requests[socks]->gdown) (3.4)\n",
      "Requirement already satisfied: PySocks!=1.5.7,>=1.5.6 in d:\\python\\lib\\site-packages (from requests[socks]->gdown) (1.7.1)\n",
      "Requirement already satisfied: colorama in d:\\python\\lib\\site-packages (from tqdm->gdown) (0.4.6)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: You are using pip version 22.0.4; however, version 22.3.1 is available.\n",
      "You should consider upgrading via the 'D:\\python\\python.exe -m pip install --upgrade pip' command.\n",
      "Traceback (most recent call last):\n",
      "  File \"D:\\python\\lib\\site-packages\\urllib3\\connection.py\", line 174, in _new_conn\n",
      "    conn = connection.create_connection(\n",
      "  File \"D:\\python\\lib\\site-packages\\urllib3\\util\\connection.py\", line 95, in create_connection\n",
      "    raise err\n",
      "  File \"D:\\python\\lib\\site-packages\\urllib3\\util\\connection.py\", line 85, in create_connection\n",
      "    sock.connect(sa)\n",
      "TimeoutError: [WinError 10060] 由于连接方在一段时间后没有正确答复或连接的主机没有反应，连接尝试失败。\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"D:\\python\\lib\\site-packages\\urllib3\\connectionpool.py\", line 703, in urlopen\n",
      "    httplib_response = self._make_request(\n",
      "  File \"D:\\python\\lib\\site-packages\\urllib3\\connectionpool.py\", line 386, in _make_request\n",
      "    self._validate_conn(conn)\n",
      "  File \"D:\\python\\lib\\site-packages\\urllib3\\connectionpool.py\", line 1042, in _validate_conn\n",
      "    conn.connect()\n",
      "  File \"D:\\python\\lib\\site-packages\\urllib3\\connection.py\", line 358, in connect\n",
      "    self.sock = conn = self._new_conn()\n",
      "  File \"D:\\python\\lib\\site-packages\\urllib3\\connection.py\", line 186, in _new_conn\n",
      "    raise NewConnectionError(\n",
      "urllib3.exceptions.NewConnectionError: <urllib3.connection.HTTPSConnection object at 0x000001C472C10FD0>: Failed to establish a new connection: [WinError 10060] 由于连接方在一段时间后没有正确答复或连接的主机没有反应，连接尝试失败。\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"D:\\python\\lib\\site-packages\\requests\\adapters.py\", line 489, in send\n",
      "    resp = conn.urlopen(\n",
      "  File \"D:\\python\\lib\\site-packages\\urllib3\\connectionpool.py\", line 787, in urlopen\n",
      "    retries = retries.increment(\n",
      "  File \"D:\\python\\lib\\site-packages\\urllib3\\util\\retry.py\", line 592, in increment\n",
      "    raise MaxRetryError(_pool, url, error or ResponseError(cause))\n",
      "urllib3.exceptions.MaxRetryError: HTTPSConnectionPool(host='drive.google.com', port=443): Max retries exceeded with url: /uc?id=1qtzjRp217tu25oyRLcLLAh6Sm4VWyZz0 (Caused by NewConnectionError('<urllib3.connection.HTTPSConnection object at 0x000001C472C10FD0>: Failed to establish a new connection: [WinError 10060] 由于连接方在一段时间后没有正确答复或连接的主机没有反应，连接尝试失败。'))\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"D:\\python\\lib\\runpy.py\", line 197, in _run_module_as_main\n",
      "    return _run_code(code, main_globals, None,\n",
      "  File \"D:\\python\\lib\\runpy.py\", line 87, in _run_code\n",
      "    exec(code, run_globals)\n",
      "  File \"D:\\python\\Scripts\\gdown.exe\\__main__.py\", line 7, in <module>\n",
      "  File \"D:\\python\\lib\\site-packages\\gdown\\cli.py\", line 150, in main\n",
      "    filename = download(\n",
      "  File \"D:\\python\\lib\\site-packages\\gdown\\download.py\", line 146, in download\n",
      "    res = sess.get(url, headers=headers, stream=True, verify=verify)\n",
      "  File \"D:\\python\\lib\\site-packages\\requests\\sessions.py\", line 600, in get\n",
      "    return self.request(\"GET\", url, **kwargs)\n",
      "  File \"D:\\python\\lib\\site-packages\\requests\\sessions.py\", line 587, in request\n",
      "    resp = self.send(prep, **send_kwargs)\n",
      "  File \"D:\\python\\lib\\site-packages\\requests\\sessions.py\", line 701, in send\n",
      "    r = adapter.send(request, **kwargs)\n",
      "  File \"D:\\python\\lib\\site-packages\\requests\\adapters.py\", line 565, in send\n",
      "    raise ConnectionError(e, request=request)\n",
      "requests.exceptions.ConnectionError: HTTPSConnectionPool(host='drive.google.com', port=443): Max retries exceeded with url: /uc?id=1qtzjRp217tu25oyRLcLLAh6Sm4VWyZz0 (Caused by NewConnectionError('<urllib3.connection.HTTPSConnection object at 0x000001C472C10FD0>: Failed to establish a new connection: [WinError 10060] 由于连接方在一段时间后没有正确答复或连接的主机没有反应，连接尝试失败。'))\n",
      "'unzip' 不是内部或外部命令，也不是可运行的程序\n",
      "或批处理文件。\n",
      "Traceback (most recent call last):\n",
      "  File \"D:\\python\\lib\\site-packages\\urllib3\\connection.py\", line 174, in _new_conn\n",
      "    conn = connection.create_connection(\n",
      "  File \"D:\\python\\lib\\site-packages\\urllib3\\util\\connection.py\", line 95, in create_connection\n",
      "    raise err\n",
      "  File \"D:\\python\\lib\\site-packages\\urllib3\\util\\connection.py\", line 85, in create_connection\n",
      "    sock.connect(sa)\n",
      "TimeoutError: [WinError 10060] 由于连接方在一段时间后没有正确答复或连接的主机没有反应，连接尝试失败。\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"D:\\python\\lib\\site-packages\\urllib3\\connectionpool.py\", line 703, in urlopen\n",
      "    httplib_response = self._make_request(\n",
      "  File \"D:\\python\\lib\\site-packages\\urllib3\\connectionpool.py\", line 386, in _make_request\n",
      "    self._validate_conn(conn)\n",
      "  File \"D:\\python\\lib\\site-packages\\urllib3\\connectionpool.py\", line 1042, in _validate_conn\n",
      "    conn.connect()\n",
      "  File \"D:\\python\\lib\\site-packages\\urllib3\\connection.py\", line 358, in connect\n",
      "    self.sock = conn = self._new_conn()\n",
      "  File \"D:\\python\\lib\\site-packages\\urllib3\\connection.py\", line 186, in _new_conn\n",
      "    raise NewConnectionError(\n",
      "urllib3.exceptions.NewConnectionError: <urllib3.connection.HTTPSConnection object at 0x0000028340A70F40>: Failed to establish a new connection: [WinError 10060] 由于连接方在一段时间后没有正确答复或连接的主机没有反应，连接尝试失败。\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"D:\\python\\lib\\site-packages\\requests\\adapters.py\", line 489, in send\n",
      "    resp = conn.urlopen(\n",
      "  File \"D:\\python\\lib\\site-packages\\urllib3\\connectionpool.py\", line 787, in urlopen\n",
      "    retries = retries.increment(\n",
      "  File \"D:\\python\\lib\\site-packages\\urllib3\\util\\retry.py\", line 592, in increment\n",
      "    raise MaxRetryError(_pool, url, error or ResponseError(cause))\n",
      "urllib3.exceptions.MaxRetryError: HTTPSConnectionPool(host='drive.google.com', port=443): Max retries exceeded with url: /uc?id=1wXvcnRXqaWacb1cuCLTBTPVwu7_Vh7KQ (Caused by NewConnectionError('<urllib3.connection.HTTPSConnection object at 0x0000028340A70F40>: Failed to establish a new connection: [WinError 10060] 由于连接方在一段时间后没有正确答复或连接的主机没有反应，连接尝试失败。'))\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"D:\\python\\lib\\runpy.py\", line 197, in _run_module_as_main\n",
      "    return _run_code(code, main_globals, None,\n",
      "  File \"D:\\python\\lib\\runpy.py\", line 87, in _run_code\n",
      "    exec(code, run_globals)\n",
      "  File \"D:\\python\\Scripts\\gdown.exe\\__main__.py\", line 7, in <module>\n",
      "  File \"D:\\python\\lib\\site-packages\\gdown\\cli.py\", line 150, in main\n",
      "    filename = download(\n",
      "  File \"D:\\python\\lib\\site-packages\\gdown\\download.py\", line 146, in download\n",
      "    res = sess.get(url, headers=headers, stream=True, verify=verify)\n",
      "  File \"D:\\python\\lib\\site-packages\\requests\\sessions.py\", line 600, in get\n",
      "    return self.request(\"GET\", url, **kwargs)\n",
      "  File \"D:\\python\\lib\\site-packages\\requests\\sessions.py\", line 587, in request\n",
      "    resp = self.send(prep, **send_kwargs)\n",
      "  File \"D:\\python\\lib\\site-packages\\requests\\sessions.py\", line 701, in send\n",
      "    r = adapter.send(request, **kwargs)\n",
      "  File \"D:\\python\\lib\\site-packages\\requests\\adapters.py\", line 565, in send\n",
      "    raise ConnectionError(e, request=request)\n",
      "requests.exceptions.ConnectionError: HTTPSConnectionPool(host='drive.google.com', port=443): Max retries exceeded with url: /uc?id=1wXvcnRXqaWacb1cuCLTBTPVwu7_Vh7KQ (Caused by NewConnectionError('<urllib3.connection.HTTPSConnection object at 0x0000028340A70F40>: Failed to establish a new connection: [WinError 10060] 由于连接方在一段时间后没有正确答复或连接的主机没有反应，连接尝试失败。'))\n",
      "'unzip' 不是内部或外部命令，也不是可运行的程序\n",
      "或批处理文件。\n"
     ]
    }
   ],
   "source": [
    "!pip install gdown\n",
    "import shutil\n",
    "import json\n",
    "\n",
    "if pointer_num==3:\n",
    "  !gdown --fuzzy \"https://drive.google.com/file/d/1zVMxQ5zEhokQvEyRzbzSeUZE7JLthJ8P/view?usp=sharing\"\n",
    "  !unzip pointer-3.zip\n",
    "elif pointer_num==8:\n",
    "  !gdown --fuzzy \"https://drive.google.com/file/d/1qtzjRp217tu25oyRLcLLAh6Sm4VWyZz0/view?usp=sharing\"\n",
    "  !unzip pointer-8.zip\n",
    "\n",
    "!gdown --fuzzy \"https://drive.google.com/file/d/1wXvcnRXqaWacb1cuCLTBTPVwu7_Vh7KQ/view?usp=sharing\"\n",
    "!unzip \"pointer-type meter.zip\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "-FCKQ5rLSAQV"
   },
   "outputs": [],
   "source": [
    "from _pointer_meter_helpers import check_annotations,rotate_im_accord_exiftag, load_anno, load_valid_imfile_names, MeterPtDirDataset\n",
    "\n",
    "sys.path.insert(1, './torchvision_det_references/') #确保可以通过下面的语句导入位于子目录中的包\n",
    "import utils\n",
    "from engine import train_one_epoch, evaluate\n",
    "import transforms as T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "y7U8FJzeSFTZ"
   },
   "source": [
    "#解析数据：\n",
    "读取某一图像中的某一个指针，根据零刻度方向和指针方向计算读数，显示计算结果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "RwxgbYs6TQe3"
   },
   "outputs": [],
   "source": [
    "#@title 选择图像和指针的序号\n",
    "light_type = \"Uneven\" #@param [\"even\", \"uneven\", \"blur\"]\n",
    "img_index = 10 #@param {type:\"integer\"}\n",
    "pt_index = 1 #@param {type:\"integer\"}\n",
    "down_scale_factor = 7 #@param {type:\"integer\"}\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "-YjeC6l0U_m7"
   },
   "source": [
    "## 读取图像和标注信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "mmh91NX8U9Ta"
   },
   "outputs": [],
   "source": [
    "if pointer_num==3:\n",
    "  root = \"pointer-3\"\n",
    "elif pointer_num==8:\n",
    "  root = \"pointer-8\"\n",
    "\n",
    "if light_type==\"even\":\n",
    "  if pointer_num==3:\n",
    "    folder = os.path.join(root, \"3P Even\")\n",
    "  elif pointer_num==8:\n",
    "    folder = os.path.join(root, \"8P Even\")\n",
    "elif light_type==\"uneven\":\n",
    "  if pointer_num==3:\n",
    "    folder = os.path.join(root, \"3P uneven\")\n",
    "  elif pointer_num==8:\n",
    "    folder = os.path.join(root, \"8P Uneven\")\n",
    "elif light_type==\"blur\":\n",
    "  if pointer_num==3:\n",
    "    folder = os.path.join(root, \"3P Blur\")\n",
    "  elif pointer_num==8:\n",
    "    folder = os.path.join(root, \"8P blur\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "o5ejV1Topjsm",
    "outputId": "f336692b-a3dd-4e98-ac86-039f2c081224"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "总共有：77张jpg格式的图像，应该是水表图像。\n",
      "\n",
      "检查annotation完毕\n"
     ]
    }
   ],
   "source": [
    "#读取标注信息\n",
    "check_annotations(folder)\n",
    "img_lst = load_valid_imfile_names(folder)\n",
    "ann=load_anno(folder, img_lst[img_index], down_scale_factor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "9O2j-NKsSZNS"
   },
   "outputs": [],
   "source": [
    "#读取原图\n",
    "fpath = os.path.join(folder, img_lst[img_index])\n",
    "img = Image.open(fpath)\n",
    "img = rotate_im_accord_exiftag(img)\n",
    "img = img.convert('RGB')\n",
    "#缩小图像\n",
    "im_sz=(img.size[0]//down_scale_factor, img.size[1]//down_scale_factor)\n",
    "img = img.resize(im_sz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "ZRJBfFfGri8X"
   },
   "outputs": [],
   "source": [
    "#得到目标指针包围盒区域的图像\n",
    "bbox = ann['bbox'][pt_index]\n",
    "area = (bbox[0], bbox[1], bbox[0]+bbox[2], bbox[1]+bbox[3])\n",
    "pt_img = img.crop(area)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 612
    },
    "id": "55xBUDsORbOf",
    "outputId": "4a21dd41-462a-4f12-9c61-dabb138c9400"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f4ca3b6fd10>]"
      ]
     },
     "execution_count": 194,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示图像和包围盒\n",
    "plt.rcParams[\"figure.figsize\"] = (20, 10)\n",
    "plt.imshow(img)\n",
    "plt.gca().add_patch(plt.Rectangle((bbox[0], bbox[1]), bbox[2], bbox[3], fill=False,color='green'))\n",
    "# 显示指针方向（旋转中心用红色，针尖用绿色）\n",
    "ptdir = ann['pdir'][pt_index]#[x1,y1,x2,y2]第1个点是起点，是旋转中心\n",
    "plt.plot(ptdir[0], ptdir[1], 'r*')\n",
    "plt.plot(ptdir[2], ptdir[3], 'g*')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "6UZyJ4Tue-TU"
   },
   "source": [
    "## 计算指定指针的读数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "chmCcI1ZfluW",
    "outputId": "c1d58205-ca4f-4fd4-ae81-693b1e702f23"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0\n"
     ]
    }
   ],
   "source": [
    "zdir = ann['zdir'][0] #有两个方向标注，每个都是[x1,y1,x2,y2]第1个点是起点,据说是从刻度0到5\n",
    "ptdir = ann['pdir'][pt_index] #[x1,y1,x2,y2]第1个点是起点，是旋转中心\n",
    "\n",
    "zdir = np.array([zdir[0]-zdir[2], zdir[1]-zdir[3]])\n",
    "# zdir = np.array([zdir[2]-zdir[0], zdir[3]-zdir[1]])\n",
    "ptdir = np.array([ptdir[2]-ptdir[0], ptdir[3]-ptdir[1]])\n",
    "\n",
    "cos_theta = np.dot(zdir, ptdir)/(np.linalg.norm(zdir)*np.linalg.norm(ptdir))\n",
    "theta = np.arccos(cos_theta)*180/np.pi\n",
    "\n",
    "cross_prud = np.cross(zdir, ptdir)\n",
    "if cross_prud<0:\n",
    "  theta = theta*(-1)\n",
    "\n",
    "if theta>=0:\n",
    "  reading = theta//36\n",
    "else:\n",
    "  reading = theta//36 + 10\n",
    "\n",
    "print(reading)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "S_vZOyyltfMa"
   },
   "source": [
    "## 测算图像的整体旋转角度\n",
    "以便对后续像素坐标进行角度归一化\n",
    "\n",
    "这是因为：我的数据集里图像的方向不一致，并没有把水表摆正"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Oz3cVdIDtnok",
    "outputId": "edfba6e9-829f-4424-b6e0-367b26d48404"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-90.0\n"
     ]
    }
   ],
   "source": [
    "up_dir = np.array([0,-1])#在图像空间里，垂直向上的方向\n",
    "cos_theta = np.dot(zdir, up_dir)/(np.linalg.norm(zdir)*np.linalg.norm(up_dir))\n",
    "theta = np.arccos(cos_theta)\n",
    "theta_degree = theta*180/np.pi\n",
    "\n",
    "cross_prud = np.cross(zdir, up_dir)\n",
    "if cross_prud<0:\n",
    "  theta = theta*(-1)\n",
    "  theta_degree = theta_degree*(-1)\n",
    "\n",
    "print(theta_degree)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "syi3QmcQwXac",
    "outputId": "a5c550e5-c5e2-48e7-80cf-3e7c4a5b7e90"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([44.,  0.]), array([ 2.69422296e-15, -4.40000000e+01]))"
      ]
     },
     "execution_count": 197,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#构造旋转矩阵\n",
    "RMat = np.array([[np.cos(theta), -np.sin(theta)],[np.sin(theta),np.cos(theta)]])\n",
    "zdir_ = RMat.dot(zdir)\n",
    "zdir, zdir_ #zdir_应该与[0,-1]是同一个方向了"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "oqS7h-a9yRD-"
   },
   "source": [
    "后续算出的指针像素坐标都应该用上述R绕其旋转中心进行旋转变换，以便得到方向归一化的坐标"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "iFr549AzzSLM"
   },
   "source": [
    "## 提取指针杆 pointer rod"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pasjWi7OzdXv"
   },
   "source": [
    "### 对指针包围盒局部区域进行图像形态学分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "TO6fkgfRzn93",
    "outputId": "070adc9b-b7e9-497c-ef65-f617215ca000"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([121.0, 216.0, 33.0, 19.0], [132.0, 226.0, 153.0, 230.0])"
      ]
     },
     "execution_count": 198,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ptdir = ann['pdir'][pt_index]\n",
    "bbox, ptdir"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 627
    },
    "id": "avDWfMVN1efp",
    "outputId": "9ba4f536-2fbc-4e5d-ba73-5fcd9148159a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean value:34483\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f4ca3520d50>"
      ]
     },
     "execution_count": 199,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 首先用我们的方法进行颜色空间变换，对指针区域进行增强\n",
    "pt_img = np.array(pt_img)\n",
    "R, G, B = cv.split(pt_img)\n",
    "R_G = R.astype(np.float32) - G.astype(np.float32)\n",
    "R_G = R_G - np.min(R_G)\n",
    "R_G = np.uint8(R_G)\n",
    "\n",
    "print('mean value:'+str(np.sum(R_G)))\n",
    "plt.imshow(R_G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "h67ZT0qt20Uf"
   },
   "outputs": [],
   "source": [
    "#用基于Otsu的图像二值化得到指针区域\n",
    "ret2,thresh_img = cv.threshold(R_G,0,255,cv.THRESH_BINARY+cv.THRESH_OTSU)\n",
    "mask = np.zeros((thresh_img.shape[0]+2,thresh_img.shape[1]+2),np.uint8)\n",
    "seed = (int(ptdir[0]-bbox[0]),int(ptdir[1]-bbox[1]))#从旋转中心处开始种子填充\n",
    "retval, pointer_100, mask, rect =cv.floodFill(thresh_img,None,seed, 100) #指针区域的像素值都是100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 609
    },
    "id": "o-NKvwbA79Pr",
    "outputId": "9a730e6b-5ab1-4e6a-8e11-e5d001080958"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f4ca42985d0>"
      ]
     },
     "execution_count": 201,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(pointer_100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "W_mIfyxtD4qe"
   },
   "source": [
    "### 获取指针像素列表，并进行角度归一化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "0Xg66zFF4W2j"
   },
   "outputs": [],
   "source": [
    "#获得指针像素坐标列表\n",
    "h,w=pointer_100.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "ix55lWA25rSt"
   },
   "outputs": [],
   "source": [
    "pixel_lst = []\n",
    "for x in range(w):\n",
    "  for y in range(h):\n",
    "    if(pointer_100[y,x]==100):\n",
    "      pixel_lst.append([x,y])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "j3Rp4urV_L13",
    "outputId": "86ecd1e9-5cb6-4594-eff5-1aac3026d297"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "333"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(pixel_lst)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 592
    },
    "id": "3xT92E4m_OZ6",
    "outputId": "5d729f18-6d97-4168-f2b7-4c7cb466d2cf"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#根据坐标绘制指针像素，检查坐标正确性。其形状应该与上图相似，只是上下颠倒，因为plot的坐标系的y轴指向上，而图像坐标系的y轴指向下\n",
    "plt.axes().set_aspect('equal')\n",
    "for pt in pixel_lst:\n",
    "  plt.plot(pt[0],pt[1], 'r*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "MNjCiQQK__lF"
   },
   "outputs": [],
   "source": [
    "#进行坐标的角度归一化\n",
    "#  首先要以指针旋转中心为坐标系原点\n",
    "center = seed #种子填充点就是指针的旋转中心\n",
    "N_p=len(pixel_lst)\n",
    "for i in range(N_p):\n",
    "  pixel_lst[i][0] -= center[0]\n",
    "  pixel_lst[i][1] -= center[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 592
    },
    "id": "cnEJ1DJLBYvo",
    "outputId": "dfabd41b-99aa-4279-d301-375c97d8ba1f"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.axes().set_aspect('equal')\n",
    "for pt in pixel_lst:\n",
    "  plt.plot(pt[0],pt[1], 'r*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "BCETPeuJBg7H"
   },
   "outputs": [],
   "source": [
    "#   用R进行坐标变换\n",
    "for i in range(N_p):\n",
    "  new_coord = RMat.dot(np.array(pixel_lst[i]))\n",
    "  pixel_lst[i]=new_coord.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 592
    },
    "id": "3dEY_suHCPKb",
    "outputId": "1857b0b3-1f0d-4b74-a7ce-6a65ece1170b"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.axes().set_aspect('equal')\n",
    "for pt in pixel_lst:\n",
    "  plt.plot(pt[0],pt[1], 'r*')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "YdHsBC2L-o6M"
   },
   "source": [
    "### 对像素进行排序"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 609
    },
    "id": "R30gkkCWEnMl",
    "outputId": "d5741058-8eea-4add-aec6-d12d4895a19c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f4ca36d0450>]"
      ]
     },
     "execution_count": 210,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#根据指针的形状，给所有的指针像素排序，确定每个像素的序号\n",
    "#  在当前角度归一化后的坐标系中，找到指针尖端\n",
    "max_dist = -1\n",
    "max_dist_idx = -1\n",
    "for i in range(N_p):\n",
    "  dist = pixel_lst[i][0]**2 + pixel_lst[i][1]**2\n",
    "  if dist>max_dist:\n",
    "    max_dist = dist\n",
    "    max_dist_idx = i\n",
    "\n",
    "plt.axes().set_aspect('equal')\n",
    "for pt in pixel_lst:\n",
    "  plt.plot(pt[0],pt[1], 'r*')\n",
    "\n",
    "plt.plot(pixel_lst[max_dist_idx][0], pixel_lst[max_dist_idx][1], 'go')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "UrBOdGGtSfXS",
    "outputId": "33d7bbb2-e453-4459-fd8e-5430c13adc8b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-11.309932474020195\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(array([  4., -20.]), array([ 7.54951657e-15, -2.03960781e+01]))"
      ]
     },
     "execution_count": 211,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#  测算把指针摆正为指针向上需要的旋转角度\n",
    "pt_dir2 = np.array([pixel_lst[max_dist_idx][0], pixel_lst[max_dist_idx][1]])\n",
    "\n",
    "cos_theta = np.dot(pt_dir2, up_dir)/(np.linalg.norm(pt_dir2)*np.linalg.norm(up_dir))\n",
    "theta = np.arccos(cos_theta)\n",
    "theta_degree = theta*180/np.pi\n",
    "\n",
    "cross_prud = np.cross(pt_dir2, up_dir)\n",
    "if cross_prud<0:\n",
    "  theta = theta*(-1)\n",
    "  theta_degree = theta_degree*(-1)\n",
    "\n",
    "print(theta_degree)\n",
    "\n",
    "#构造旋转矩阵\n",
    "RMat2 = np.array([[np.cos(theta), -np.sin(theta)],[np.sin(theta),np.cos(theta)]])\n",
    "pt_dir2_ = RMat2.dot(pt_dir2)\n",
    "pt_dir2, pt_dir2_ #zdir_应该与[0,-1]是同一个方向了"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 592
    },
    "id": "_XWL8KMpWwpk",
    "outputId": "25bfced2-c85b-4801-be75-76a6fc6a700b"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#  进行坐标变换，把指针摆正\n",
    "pixel_lst2 = []#保存摆正后的像素列表，这个只作为求解顺序的中间列表\n",
    "for i in range(N_p):\n",
    "  new_coord = RMat2.dot(np.array(pixel_lst[i]))\n",
    "  pixel_lst2.append(new_coord.tolist())\n",
    "\n",
    "plt.axes().set_aspect('equal')\n",
    "for pt in pixel_lst2:\n",
    "  plt.plot(pt[0],pt[1], 'r*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 592
    },
    "id": "W7Q4qTHfXcpq",
    "outputId": "4db9f901-6f98-44ee-b03b-9fb8f865bf8b"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#  把所有坐标圆整\n",
    "for i in range(N_p):\n",
    "  pixel_lst2[i][0] = int(pixel_lst2[i][0])\n",
    "  pixel_lst2[i][1] = int(pixel_lst2[i][1])\n",
    "\n",
    "plt.axes().set_aspect('equal')\n",
    "for pt in pixel_lst2:\n",
    "  plt.plot(pt[0],pt[1], 'r*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "JEfXneUEYRuM",
    "outputId": "d3a9f82b-42fa-47e1-a946-91122665c676"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-20 9\n",
      "[1, 2, 3, 3, 4, 5, 5, 6, 7, 7, 9, 9, 10, 11, 12, 13, 15, 16, 17, 17, 38, 18, 18, 17, 16, 15, 14, 12, 10, 3]\n"
     ]
    }
   ],
   "source": [
    "#  构建扫描线列表 -- 2d列表，按从高到低的扫描顺序，每个行中保存像素序号和其x坐标，便于后续再根据x排序\n",
    "ylst = []\n",
    "for i in range(N_p):\n",
    "  ylst.append(pixel_lst2[i][1])\n",
    "ylst.sort()\n",
    "ymin = ylst[0]\n",
    "ymax = ylst[-1]\n",
    "print(ylst[0], ylst[-1])\n",
    "\n",
    "n_scanline = ymax - ymin + 1\n",
    "scanline = [[] for i in range(n_scanline)]\n",
    "for i in range(N_p):\n",
    "  y = pixel_lst2[i][1]\n",
    "  ind = y - ymin\n",
    "  scanline[ind].append([i,pixel_lst2[i][0]])\n",
    "\n",
    "print([len(v) for v in scanline])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "CPrjAkKEb4w1",
    "outputId": "b64ab86a-6e72-46fe-b8e3-4f21391a5586"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[332, 330, 331, 327, 328, 329, 324, 325, 326, 320]\n",
      "333 333\n"
     ]
    }
   ],
   "source": [
    "#  根据扫描线获得像素顺序  -- 顺序列表里保存的是像素在原列表中的序号\n",
    "def cmp_line(v):\n",
    "  return v[1]\n",
    "\n",
    "sorted_index = []\n",
    "for i in range(n_scanline):\n",
    "  scan = scanline[i]\n",
    "  scan.sort(key=cmp_line)\n",
    "  for p in scan:\n",
    "    sorted_index.append(p[0])\n",
    "\n",
    "print(sorted_index[:10])\n",
    "print(N_p, len(sorted_index))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "FiugFlkRej9r"
   },
   "outputs": [],
   "source": [
    "#  重新构建排序过的像素列表\n",
    "pixel_lst3 = []\n",
    "for i in range(N_p):\n",
    "  pixel_lst3.append(pixel_lst[sorted_index[i]])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fg-GOrtkHfn5"
   },
   "source": [
    "## 构建33*33的CNN输入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 609
    },
    "id": "whqOangS7Qwo",
    "outputId": "5d9c0852-4d54-457d-f654-07b3f9f99b0b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f4ca4b6d510>"
      ]
     },
     "execution_count": 217,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示没有进行像素排序过的输入矩阵\n",
    "#超过338个像素的话，就截断\n",
    "num_pixel = len(pixel_lst)\n",
    "if num_pixel>338:\n",
    "    pixel_lst = pixel_lst[:338]\n",
    "    N_p = 338\n",
    "    num_pixel = 338\n",
    "#计算方阵边长\n",
    "size_mat = np.sqrt(num_pixel*2)\n",
    "size_mat = int(np.ceil(size_mat))\n",
    "\n",
    "#构造方阵\n",
    "coord_lst = []\n",
    "for v in pixel_lst:\n",
    "    coord_lst.append(v[0])\n",
    "    coord_lst.append(v[1])\n",
    "num_extra = size_mat*size_mat - num_pixel*2\n",
    "for _ in range(num_extra):\n",
    "    coord_lst.append(0)\n",
    "\n",
    "small_mat = np.array(coord_lst).reshape((size_mat, size_mat))\n",
    "\n",
    "#通过补零扩充为33*33\n",
    "big_mat = np.zeros((33,33))\n",
    "offset = (33-size_mat)//2\n",
    "big_mat[offset:offset+size_mat,offset:offset+size_mat] = small_mat\n",
    "\n",
    "#显示方阵\n",
    "plt.imshow(big_mat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 609
    },
    "id": "g5aus91FHq2o",
    "outputId": "ca448189-a942-458e-a051-2d94c53935c9"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f4ca6328dd0>"
      ]
     },
     "execution_count": 218,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示经过像素排序过的输入矩阵\n",
    "#超过338个像素的话，就截断\n",
    "num_pixel = len(pixel_lst3)\n",
    "if num_pixel>338:\n",
    "    pixel_lst3 = pixel_lst3[:338]\n",
    "    N_p = 338\n",
    "    num_pixel = 338\n",
    "#计算方阵边长\n",
    "size_mat = np.sqrt(num_pixel*2)\n",
    "size_mat = int(np.ceil(size_mat))\n",
    "\n",
    "#构造方阵\n",
    "coord_lst = []\n",
    "for v in pixel_lst3:\n",
    "    coord_lst.append(v[0])\n",
    "    coord_lst.append(v[1])\n",
    "num_extra = size_mat*size_mat - num_pixel*2\n",
    "for _ in range(num_extra):\n",
    "    coord_lst.append(0)\n",
    "\n",
    "small_mat = np.array(coord_lst).reshape((size_mat, size_mat))\n",
    "\n",
    "#通过补零扩充为33*33\n",
    "big_mat = np.zeros((33,33))\n",
    "offset = (33-size_mat)//2\n",
    "big_mat[offset:offset+size_mat,offset:offset+size_mat] = small_mat\n",
    "\n",
    "#显示方阵\n",
    "plt.imshow(big_mat)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "kJLxaezaJuJ8"
   },
   "source": [
    "# 用上面的方法来生成CNN的训练集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "cellView": "form",
    "id": "8JF05yK8J7me"
   },
   "outputs": [],
   "source": [
    "#@title 参数设置\n",
    "light_type = \"blur\" #@param [\"even\", \"uneven\", \"blur\"]\n",
    "down_scale_factor = 7 #@param {type:\"integer\"}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "ZdDuBc02LCCy",
    "outputId": "4744b6fb-cc0f-4c5f-ef6c-4f152153836a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "总共有：186张jpg格式的图像，应该是水表图像。\n",
      "\n",
      "检查annotation完毕\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 182/182 [01:27<00:00,  2.08it/s]\n"
     ]
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "\n",
    "#确定工作目录\n",
    "if pointer_num==3:\n",
    "  root = \"pointer-3\"\n",
    "elif pointer_num==8:\n",
    "  root = \"pointer-8\"\n",
    "\n",
    "if light_type==\"even\":\n",
    "  if pointer_num==3:\n",
    "    folder = os.path.join(root, \"3P Even\")\n",
    "  elif pointer_num==8:\n",
    "    folder = os.path.join(root, \"8P Even\")\n",
    "elif light_type==\"uneven\":\n",
    "  if pointer_num==3:\n",
    "    folder = os.path.join(root, \"3P uneven\")\n",
    "  elif pointer_num==8:\n",
    "    folder = os.path.join(root, \"8P Uneven\")\n",
    "elif light_type==\"blur\":\n",
    "  if pointer_num==3:\n",
    "    folder = os.path.join(root, \"3P Blur\")\n",
    "  elif pointer_num==8:\n",
    "    folder = os.path.join(root, \"8P blur\")\n",
    "\n",
    "#逐个图像提取指针数据\n",
    "check_annotations(folder)\n",
    "img_lst = load_valid_imfile_names(folder)\n",
    "num_img = len(img_lst)\n",
    "\n",
    "X = np.zeros((33,33,num_img))\n",
    "Y = np.zeros((num_img,1))\n",
    "for i in tqdm(range(num_img)):\n",
    "  #读取标注信息\n",
    "  ann=load_anno(folder, img_lst[i], down_scale_factor)\n",
    "\n",
    "  #读取原图\n",
    "  fpath = os.path.join(folder, img_lst[i])\n",
    "  img = Image.open(fpath)\n",
    "  img = rotate_im_accord_exiftag(img)\n",
    "  img = img.convert('RGB')\n",
    "  #缩小图像\n",
    "  im_sz=(img.size[0]//down_scale_factor, img.size[1]//down_scale_factor)\n",
    "  img = img.resize(im_sz)\n",
    "\n",
    "  #读取每个指针的数据\n",
    "  num_pointer = len(ann['bbox'])  \n",
    "  for j in range(num_pointer):\n",
    "    #得到目标指针包围盒区域的图像\n",
    "    bbox = ann['bbox'][j]\n",
    "    area = (bbox[0], bbox[1], bbox[0]+bbox[2], bbox[1]+bbox[3])\n",
    "    pt_img = img.crop(area)\n",
    "\n",
    "    #计算该指针的读数\n",
    "    zdir = ann['zdir'][0] #有两个方向标注，用第1个。每个都是[x1,y1,x2,y2]第1个点是起点,据说是从刻度0到5\n",
    "    ptdir = ann['pdir'][j] #[x1,y1,x2,y2]第1个点是起点，是旋转中心\n",
    "\n",
    "    zdir = np.array([zdir[0]-zdir[2], zdir[1]-zdir[3]])\n",
    "    ptdir = np.array([ptdir[2]-ptdir[0], ptdir[3]-ptdir[1]])\n",
    "\n",
    "    cos_theta = np.dot(zdir, ptdir)/(np.linalg.norm(zdir)*np.linalg.norm(ptdir))\n",
    "    theta = np.arccos(cos_theta)*180/np.pi\n",
    "\n",
    "    cross_prud = np.cross(zdir, ptdir)\n",
    "    if cross_prud<0:\n",
    "      theta = theta*(-1)\n",
    "\n",
    "    if theta>=0:\n",
    "      reading = theta//36\n",
    "    else:\n",
    "      reading = theta//36 + 10\n",
    "\n",
    "    #计算图像的偏转角度--为了消除指针像素坐标中的图像未配准因素\n",
    "    up_dir = np.array([0,-1])#在图像空间里，垂直向上的方向\n",
    "    cos_theta = np.dot(zdir, up_dir)/(np.linalg.norm(zdir)*np.linalg.norm(up_dir))\n",
    "    theta = np.arccos(cos_theta)\n",
    "    theta_degree = theta*180/np.pi\n",
    "\n",
    "    cross_prud = np.cross(zdir, up_dir)\n",
    "    if cross_prud<0:\n",
    "      theta = theta*(-1)\n",
    "      theta_degree = theta_degree*(-1)\n",
    "\n",
    "    #构造旋转矩阵\n",
    "    #后续算出的指针像素坐标都应该用上述R绕其旋转中心进行旋转变换，以便得到方向归一化的坐标\n",
    "    RMat = np.array([[np.cos(theta), -np.sin(theta)],[np.sin(theta),np.cos(theta)]])\n",
    "\n",
    "    #提取指针像素及其坐标\n",
    "    # 首先用我们的方法进行颜色空间变换，对指针区域进行增强\n",
    "    pt_img = np.array(pt_img)\n",
    "    R, G, B = cv.split(pt_img)\n",
    "    R_G = R.astype(np.float32) - G.astype(np.float32)\n",
    "    R_G = R_G - np.min(R_G)\n",
    "    R_G = np.uint8(R_G)\n",
    "    #  用基于Otsu的图像二值化得到指针区域\n",
    "    ret2,thresh_img = cv.threshold(R_G,0,255,cv.THRESH_BINARY+cv.THRESH_OTSU)\n",
    "    mask = np.zeros((thresh_img.shape[0]+2,thresh_img.shape[1]+2),np.uint8)\n",
    "    ptdir = ann['pdir'][j]\n",
    "    seed = (int(ptdir[0]-bbox[0]),int(ptdir[1]-bbox[1]))#从旋转中心处开始种子填充\n",
    "    retval, pointer_100, mask, rect =cv.floodFill(thresh_img,None,seed, 100) #指针区域的像素值都是100\n",
    "    #  获得指针像素坐标列表\n",
    "    h,w=pointer_100.shape\n",
    "    pixel_lst = []\n",
    "    for x in range(w):\n",
    "      for y in range(h):\n",
    "        if(pointer_100[y,x]==100):\n",
    "          pixel_lst.append([x,y])\n",
    "\n",
    "    #进行坐标的角度归一化\n",
    "    #  首先要以指针旋转中心为坐标系原点\n",
    "    center = seed #种子填充点就是指针的旋转中心\n",
    "    N_p=len(pixel_lst)\n",
    "    for ii in range(N_p):\n",
    "      pixel_lst[ii][0] -= center[0]\n",
    "      pixel_lst[ii][1] -= center[1]\n",
    "    #  用R进行坐标变换\n",
    "    for ii in range(N_p):\n",
    "      new_coord = RMat.dot(np.array(pixel_lst[ii]))\n",
    "      pixel_lst[ii]=new_coord.tolist()   \n",
    "    \n",
    "    #根据指针的形状，给所有的指针像素排序，确定每个像素的序号\n",
    "    #  在当前角度归一化后的坐标系中，找到指针尖端\n",
    "    max_dist = -1\n",
    "    max_dist_idx = -1\n",
    "    for ii in range(N_p):\n",
    "      dist = pixel_lst[ii][0]**2 + pixel_lst[ii][1]**2\n",
    "      if dist>max_dist:\n",
    "        max_dist = dist\n",
    "        max_dist_idx = ii\n",
    "\n",
    "    #  测算把指针摆正为指针向上需要的旋转角度\n",
    "    pt_dir2 = np.array([pixel_lst[max_dist_idx][0], pixel_lst[max_dist_idx][1]])\n",
    "\n",
    "    cos_theta = np.dot(pt_dir2, up_dir)/(np.linalg.norm(pt_dir2)*np.linalg.norm(up_dir))\n",
    "    theta = np.arccos(cos_theta)\n",
    "    theta_degree = theta*180/np.pi\n",
    "\n",
    "    cross_prud = np.cross(pt_dir2, up_dir)\n",
    "    if cross_prud<0:\n",
    "      theta = theta*(-1)\n",
    "      theta_degree = theta_degree*(-1)\n",
    "\n",
    "    #构造旋转矩阵\n",
    "    RMat2 = np.array([[np.cos(theta), -np.sin(theta)],[np.sin(theta),np.cos(theta)]])\n",
    "    pt_dir2_ = RMat2.dot(pt_dir2)\n",
    "\n",
    "    #  进行坐标变换，把指针摆正\n",
    "    pixel_lst2 = []#保存摆正后的像素列表，这个只作为求解顺序的中间列表\n",
    "    for ii in range(N_p):\n",
    "      new_coord = RMat2.dot(np.array(pixel_lst[ii]))\n",
    "      pixel_lst2.append(new_coord.tolist())\n",
    "\n",
    "    #  把所有坐标圆整\n",
    "    for ii in range(N_p):\n",
    "      pixel_lst2[ii][0] = int(pixel_lst2[ii][0])\n",
    "      pixel_lst2[ii][1] = int(pixel_lst2[ii][1])\n",
    "\n",
    "    #  构建扫描线列表 -- 2d列表，按从高到低的扫描顺序，每个行中保存像素序号和其x坐标，便于后续再根据x排序\n",
    "    ylst = []\n",
    "    for ii in range(N_p):\n",
    "      ylst.append(pixel_lst2[ii][1])\n",
    "    ylst.sort()\n",
    "    ymin = ylst[0]\n",
    "    ymax = ylst[-1]\n",
    "\n",
    "    n_scanline = ymax - ymin + 1\n",
    "    scanline = [[] for ii in range(n_scanline)]\n",
    "    for ii in range(N_p):\n",
    "      y = pixel_lst2[ii][1]\n",
    "      ind = y - ymin\n",
    "      scanline[ind].append([ii,pixel_lst2[ii][0]])\n",
    "\n",
    "    #  根据扫描线获得像素顺序  -- 顺序列表里保存的是像素在原列表中的序号\n",
    "    def cmp_line(v):\n",
    "      return v[1]\n",
    "\n",
    "    sorted_index = []\n",
    "    for ii in range(n_scanline):\n",
    "      scan = scanline[ii]\n",
    "      scan.sort(key=cmp_line)\n",
    "      for p in scan:\n",
    "        sorted_index.append(p[0])\n",
    "\n",
    "    #  重新构建排序过的像素列表\n",
    "    pixel_lst3 = []\n",
    "    for ii in range(N_p):\n",
    "      pixel_lst3.append(pixel_lst[sorted_index[ii]])\n",
    "\n",
    "\n",
    "    #超过338个像素的话，就截断\n",
    "    num_pixel = len(pixel_lst3)\n",
    "    if num_pixel>338:\n",
    "        pixel_lst3 = pixel_lst3[:338]\n",
    "        num_pixel = 338\n",
    "    #计算方阵边长\n",
    "    size_mat = np.sqrt(num_pixel*2)\n",
    "    size_mat = int(np.ceil(size_mat))\n",
    "\n",
    "    #构造方阵\n",
    "    coord_lst = []\n",
    "    for v in pixel_lst3:\n",
    "        coord_lst.append(v[0])\n",
    "        coord_lst.append(v[1])\n",
    "    num_extra = size_mat*size_mat - num_pixel*2\n",
    "    for _ in range(num_extra):\n",
    "        coord_lst.append(0)\n",
    "\n",
    "    small_mat = np.array(coord_lst).reshape((size_mat, size_mat))\n",
    "\n",
    "    #通过补零扩充为33*33\n",
    "    big_mat = np.zeros((33,33))\n",
    "    offset = (33-size_mat)//2\n",
    "    big_mat[offset:offset+size_mat,offset:offset+size_mat] = small_mat\n",
    "\n",
    "    X[:,:,i] = big_mat\n",
    "    Y[i] = reading\n",
    "    # print(str(j)+'/'+str(i))\n",
    "\n",
    "#保存数据\n",
    "fn = str(pointer_num)+'_'+str(light_type)+'_'+str(down_scale_factor)+'_pixel_sorted'\n",
    "np.savez(fn, X, Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "61ieOWEwScPX",
    "outputId": "4ab744e0-b7d0-4ffb-b9ea-cef39969283c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[2.],\n",
       "       [0.],\n",
       "       [2.],\n",
       "       [9.],\n",
       "       [0.],\n",
       "       [0.],\n",
       "       [0.],\n",
       "       [1.],\n",
       "       [0.],\n",
       "       [4.]])"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y[:10]"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [
    "yiQZ9nvhJtJB",
    "S_vZOyyltfMa"
   ],
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}